Pandas Profiling Report

Dataset statistics

Number of variables	19
Number of observations	31648
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	12.8 MiB
Average record size in memory	424.8 B

Variable types

NUM	14
CAT	5

Reproduction

Analysis started	2020-05-31 13:11:35.792257
Analysis finished	2020-05-31 13:12:02.482025
Duration	26.69 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`country` has a high cardinality: 78 distinct values	High cardinality
`state` has a high cardinality: 69 distinct values	High cardinality
`city` has a high cardinality: 5905 distinct values	High cardinality
`10k` is highly correlated with `5k` and 9 other fields	High correlation
`5k` is highly correlated with `10k` and 8 other fields	High correlation
`20k` is highly correlated with `5k` and 9 other fields	High correlation
`half` is highly correlated with `5k` and 9 other fields	High correlation
`25k` is highly correlated with `5k` and 9 other fields	High correlation
`30k` is highly correlated with `5k` and 9 other fields	High correlation
`35k` is highly correlated with `5k` and 9 other fields	High correlation
`40k` is highly correlated with `5k` and 9 other fields	High correlation
`official` is highly correlated with `5k` and 9 other fields	High correlation
`pace` is highly correlated with `5k` and 9 other fields	High correlation
`overall` is highly correlated with `10k` and 9 other fields	High correlation
`genderdiv` is highly correlated with `overall`	High correlation
`bib` has unique values	Unique

5k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	1433
Unique (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.22636710970294452
Minimum	0.0
Maximum	1.0000000000000002
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1525252525
Q1	0.1877525253
median	0.2184343434
Q3	0.2607323232
95-th percentile	0.3207070707
Maximum	1
Range	1
Interquartile range (IQR)	0.07297979798

Descriptive statistics

Standard deviation	0.05322533827
Coefficient of variation (CV)	0.2351284086
Kurtosis	1.771341124
Mean	0.2263671097
Median Absolute Deviation (MAD)	0.03535353535
Skewness	0.5653030277
Sum	7164.066288
Variance	0.002832936634

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2042929293	81	0.3%
0.2036616162	79	0.2%
0.1986111111	78	0.2%
0.2061868687	75	0.2%
0.2111111111	74	0.2%
0.2064393939	72	0.2%
0.1946969697	72	0.2%
0.2011363636	72	0.2%
0.2060606061	71	0.2%
0.2108585859	71	0.2%
0.2095959596	70	0.2%
0.2054292929	70	0.2%
0.2070707071	69	0.2%
0.2045454545	69	0.2%
0.2142676768	68	0.2%
0.2058080808	68	0.2%
0.2089646465	68	0.2%
0.2143939394	67	0.2%
0.203030303	67	0.2%
0.2098484848	67	0.2%
0.2152777778	66	0.2%
0.2005050505	66	0.2%
0.2080808081	66	0.2%
0.1991161616	65	0.2%
0.2068181818	64	0.2%
Other values (1408)	29893	94.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.003156565657	1	< 0.1%
0.003409090909	4	< 0.1%
0.007954545455	2	< 0.1%
0.008207070707	1	< 0.1%
0.01161616162	2	< 0.1%
0.01174242424	3	< 0.1%
0.01477272727	1	< 0.1%
0.0148989899	2	< 0.1%
0.01553030303	2	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.558459596	1	< 0.1%
0.5186868687	1	< 0.1%
0.5101010101	1	< 0.1%
0.4953282828	1	< 0.1%
0.4888888889	1	< 0.1%
0.4816919192	1	< 0.1%
0.4789141414	1	< 0.1%
0.4715909091	1	< 0.1%
0.4696969697	1	< 0.1%

10k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	2659
Unique (%)	8.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3655919974301697
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.240497076
Q1	0.300229741
median	0.3515037594
Q3	0.421679198
95-th percentile	0.532059315
Maximum	1
Range	1
Interquartile range (IQR)	0.121449457

Descriptive statistics

Standard deviation	0.09095901505
Coefficient of variation (CV)	0.2487992508
Kurtosis	0.4535122883
Mean	0.3655919974
Median Absolute Deviation (MAD)	0.05931495405
Skewness	0.5585924837
Sum	11570.25553
Variance	0.008273542419

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.3316624896	47	0.1%
0.337823726	47	0.1%
0.3355263158	42	0.1%
0.3279030911	42	0.1%
0.3425229741	41	0.1%
0.3367794486	41	0.1%
0.3237259816	41	0.1%
0.3264411028	40	0.1%
0.3308270677	40	0.1%
0.3430451128	39	0.1%
0.3376148705	39	0.1%
0.3193400167	38	0.1%
0.3306182122	38	0.1%
0.3412698413	37	0.1%
0.3186090226	37	0.1%
0.3294695071	37	0.1%
0.3280075188	37	0.1%
0.3344820384	37	0.1%
0.34732665	37	0.1%
0.3491019215	36	0.1%
0.330304929	36	0.1%
0.3285296575	36	0.1%
0.3414786967	36	0.1%
0.3383458647	36	0.1%
0.3256056809	36	0.1%
Other values (2634)	30675	96.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.0052213868	3	< 0.1%
0.005325814536	1	< 0.1%
0.007832080201	1	< 0.1%
0.01075605681	1	< 0.1%
0.01096491228	1	< 0.1%
0.01576858814	1	< 0.1%
0.01618629908	3	< 0.1%
0.01754385965	2	< 0.1%
0.02224310777	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9001670844	1	< 0.1%
0.8182957393	1	< 0.1%
0.8167293233	1	< 0.1%
0.8127610693	1	< 0.1%
0.7775689223	1	< 0.1%
0.7681704261	1	< 0.1%
0.7615914787	1	< 0.1%
0.7492690058	1	< 0.1%
0.7478070175	1	< 0.1%

20k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	5228
Unique (%)	16.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3677107411271664
Minimum	0.0
Maximum	0.9999999999999999
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.231997344
Q1	0.2951925631
median	0.3500664011
Q3	0.4252324037
95-th percentile	0.5621912351
Maximum	1
Range	1
Interquartile range (IQR)	0.1300398406

Descriptive statistics

Standard deviation	0.1017784116
Coefficient of variation (CV)	0.2767893352
Kurtosis	0.596195049
Mean	0.3677107411
Median Absolute Deviation (MAD)	0.06332005312
Skewness	0.7219371765
Sum	11637.30954
Variance	0.01035884507

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.3358831341	28	0.1%
0.3220717131	27	0.1%
0.3330677291	25	0.1%
0.3297211155	25	0.1%
0.3213811421	24	0.1%
0.3248339973	24	0.1%
0.3191500664	23	0.1%
0.3315803453	23	0.1%
0.3360956175	23	0.1%
0.3373173971	23	0.1%
0.3852324037	22	0.1%
0.333439575	22	0.1%
0.321752988	22	0.1%
0.3451792829	22	0.1%
0.3879415671	22	0.1%
0.3294555113	22	0.1%
0.3245683931	21	0.1%
0.3391766268	21	0.1%
0.2632138114	21	0.1%
0.3212217795	21	0.1%
0.3293492696	21	0.1%
0.3257370518	21	0.1%
0.3078353254	21	0.1%
0.3124568393	21	0.1%
0.329189907	21	0.1%
Other values (5203)	31082	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.002549800797	1	< 0.1%
0.002656042497	1	< 0.1%
0.004674634794	1	< 0.1%
0.00823373174	2	< 0.1%
0.01019920319	1	< 0.1%
0.01184594954	1	< 0.1%
0.01556440903	1	< 0.1%
0.01567065073	3	< 0.1%
0.01583001328	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9330677291	1	< 0.1%
0.8702257636	1	< 0.1%
0.8500398406	1	< 0.1%
0.8152988048	1	< 0.1%
0.8142363878	1	< 0.1%
0.8129083665	1	< 0.1%
0.8123240372	1	< 0.1%
0.8048871182	1	< 0.1%
0.797184595	1	< 0.1%

half
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	5489
Unique (%)	17.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.36841336781468886
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2322140556
Q1	0.295610149
median	0.3506343133
Q3	0.4261478051
95-th percentile	0.5643198752
Maximum	1
Range	1
Interquartile range (IQR)	0.1305376561

Descriptive statistics

Standard deviation	0.1022286079
Coefficient of variation (CV)	0.277483438
Kurtosis	0.6026377855
Mean	0.3684133678
Median Absolute Deviation (MAD)	0.06322996375
Skewness	0.7274735953
Sum	11659.54626
Variance	0.01045068828

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.3219391865	27	0.1%
0.3321083367	26	0.1%
0.3191703584	24	0.1%
0.3285843737	23	0.1%
0.3411699557	23	0.1%
0.3254128071	23	0.1%
0.3215364478	22	0.1%
0.3304470399	22	0.1%
0.308195731	22	0.1%
0.3506343133	21	0.1%
0.3211337092	21	0.1%
0.3171566653	21	0.1%
0.3271747886	21	0.1%
0.3423278292	21	0.1%
0.3372432541	21	0.1%
0.3413209827	20	0.1%
0.3376459928	20	0.1%
0.3244563029	20	0.1%
0.3921163915	20	0.1%
0.3253121224	20	0.1%
0.3166028997	20	0.1%
0.3270741039	20	0.1%
0.2547321788	19	0.1%
0.3055779299	19	0.1%
0.3079440193	19	0.1%
Other values (5464)	31113	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.002869512686	2	< 0.1%
0.005487313733	1	< 0.1%
0.008507853403	2	< 0.1%
0.01092428514	1	< 0.1%
0.01218284333	1	< 0.1%
0.01585783327	2	< 0.1%
0.01595851792	3	< 0.1%
0.01756947241	1	< 0.1%
0.01897905759	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9265002014	1	< 0.1%
0.8720298027	1	< 0.1%
0.8517418445	1	< 0.1%
0.8216874748	1	< 0.1%
0.8190696738	1	< 0.1%
0.8152436569	1	< 0.1%
0.807591623	1	< 0.1%
0.8073399114	1	< 0.1%
0.8025573903	1	< 0.1%

25k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	6556
Unique (%)	20.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3609134973026622
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2233368966
Q1	0.2862840227
median	0.3414604062
Q3	0.4189622564
95-th percentile	0.5666474796
Maximum	1
Range	1
Interquartile range (IQR)	0.1326782337

Descriptive statistics

Standard deviation	0.1051387952
Coefficient of variation (CV)	0.2913130043
Kurtosis	0.6657078364
Mean	0.3609134973
Median Absolute Deviation (MAD)	0.06405723214
Skewness	0.7952161924
Sum	11422.19036
Variance	0.01105416625

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.3186415591	25	0.1%
0.3468875915	21	0.1%
0.2964394375	21	0.1%
0.3176959132	21	0.1%
0.3215196119	21	0.1%
0.3583175726	21	0.1%
0.2977551188	20	0.1%
0.3101307458	20	0.1%
0.30926733	20	0.1%
0.3267412219	19	0.1%
0.3120631527	19	0.1%
0.3224241428	19	0.1%
0.3054025162	19	0.1%
0.3304826906	18	0.1%
0.3297426199	18	0.1%
0.2790477757	18	0.1%
0.3253021955	18	0.1%
0.3018666228	17	0.1%
0.3163802319	17	0.1%
0.313419949	17	0.1%
0.3420771318	17	0.1%
0.3001397911	17	0.1%
0.3162568868	17	0.1%
0.3042512951	17	0.1%
0.3069237727	17	0.1%
Other values (6531)	31174	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.002343557273	2	< 0.1%
0.00678398158	1	< 0.1%
0.007688512458	2	< 0.1%
0.01130663597	1	< 0.1%
0.01266343228	1	< 0.1%
0.01377353836	4	< 0.1%
0.01385576844	1	< 0.1%
0.01624044075	1	< 0.1%
0.01862511307	2	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9705205164	1	< 0.1%
0.9023517803	1	< 0.1%
0.8769015706	1	< 0.1%
0.8419537867	1	< 0.1%
0.8229997533	1	< 0.1%
0.8139544445	1	< 0.1%
0.8109119316	1	< 0.1%
0.8049091358	1	< 0.1%
0.8019488529	1	< 0.1%

30k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	7926
Unique (%)	25.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.33583957374459794
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2029303285
Q1	0.2627606039
median	0.3158503423
Q3	0.3930547307
95-th percentile	0.5379708061
Maximum	1
Range	1
Interquartile range (IQR)	0.1302941268

Descriptive statistics

Standard deviation	0.1028032319
Coefficient of variation (CV)	0.3061081539
Kurtosis	0.6447323519
Mean	0.3358395737
Median Absolute Deviation (MAD)	0.06226362017
Skewness	0.8279680976
Sum	10628.65083
Variance	0.0105685045

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.280905198	19	0.1%
0.2994405026	18	0.1%
0.2796549245	17	0.1%
0.343200075	17	0.1%
0.3085674991	17	0.1%
0.3118494671	16	0.1%
0.3042853124	16	0.1%
0.2863126309	16	0.1%
0.2507736067	16	0.1%
0.2835620292	16	0.1%
0.3167255337	16	0.1%
0.3396680524	15	< 0.1%
0.2836557997	15	< 0.1%
0.3023161317	15	< 0.1%
0.3276654268	15	< 0.1%
0.3082549308	15	< 0.1%
0.2232363329	15	< 0.1%
0.2950645454	15	< 0.1%
0.2728096771	15	< 0.1%
0.220923327	15	< 0.1%
0.3375738443	15	< 0.1%
0.2917200638	14	< 0.1%
0.3263213828	14	< 0.1%
0.2979401744	14	< 0.1%
0.2828118651	14	< 0.1%
Other values (7901)	31258	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.001812896571	2	< 0.1%
0.006720220048	1	< 0.1%
0.007126558935	1	< 0.1%
0.008533116619	1	< 0.1%
0.01037727003	1	< 0.1%
0.01084612259	2	< 0.1%
0.01162754353	1	< 0.1%
0.01365923796	1	< 0.1%
0.01375300847	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9713062232	1	< 0.1%
0.8367455381	1	< 0.1%
0.8135217079	1	< 0.1%
0.7912043259	1	< 0.1%
0.7911730691	1	< 0.1%
0.7751695683	1	< 0.1%
0.7635420248	1	< 0.1%
0.7602600569	1	< 0.1%
0.7597599475	1	< 0.1%

35k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	9342
Unique (%)	29.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3367644873239581
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1990783169
Q1	0.2606111387
median	0.3153360739
Q3	0.3978686078
95-th percentile	0.5464965568
Maximum	1
Range	1
Interquartile range (IQR)	0.137257469

Descriptive statistics

Standard deviation	0.1067676473
Coefficient of variation (CV)	0.3170395079
Kurtosis	0.5190601842
Mean	0.3367644873
Median Absolute Deviation (MAD)	0.06504150192
Skewness	0.8164986246
Sum	10657.92249
Variance	0.01139933052

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2853551884	17	0.1%
0.3112251578	17	0.1%
0.2770286193	16	0.1%
0.2647220549	16	0.1%
0.2956193868	15	< 0.1%
0.2952266241	15	< 0.1%
0.3015370113	15	< 0.1%
0.2708229688	15	< 0.1%
0.2624963997	14	< 0.1%
0.2898064989	14	< 0.1%
0.2604278495	14	< 0.1%
0.2942578094	14	< 0.1%
0.2701683643	14	< 0.1%
0.2676023147	14	< 0.1%
0.2812442722	13	< 0.1%
0.2682831033	13	< 0.1%
0.3172213349	13	< 0.1%
0.2882354481	13	< 0.1%
0.3015108272	13	< 0.1%
0.2673666571	13	< 0.1%
0.2935508366	13	< 0.1%
0.2742269121	13	< 0.1%
0.2945196512	13	< 0.1%
0.2888376843	13	< 0.1%
0.3022439842	13	< 0.1%
Other values (9317)	31295	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.00107355136	2	< 0.1%
0.007357754445	1	< 0.1%
0.008326569087	1	< 0.1%
0.008928805216	2	< 0.1%
0.009845251499	1	< 0.1%
0.01042130345	1	< 0.1%
0.01246366945	1	< 0.1%
0.01356340499	1	< 0.1%
0.01361577335	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9750988453	1	< 0.1%
0.8488387316	1	< 0.1%
0.8199837658	1	< 0.1%
0.7993506323	1	< 0.1%
0.7808122332	1	< 0.1%
0.7751826347	1	< 0.1%
0.7704694823	1	< 0.1%
0.769683957	1	< 0.1%
0.7648660679	1	< 0.1%

40k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	10391
Unique (%)	32.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3518576171314184
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.206794679
Q1	0.2718796992
median	0.3293811452
Q3	0.4175130133
95-th percentile	0.568189705
Maximum	1
Range	1
Interquartile range (IQR)	0.1456333141

Descriptive statistics

Standard deviation	0.1112207779
Coefficient of variation (CV)	0.3160959789
Kurtosis	0.3720835143
Mean	0.3518576171
Median Absolute Deviation (MAD)	0.06860613071
Skewness	0.7709058553
Sum	11135.58987
Variance	0.01237006144

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2995951417	16	0.1%
0.290503181	15	< 0.1%
0.3057721226	15	< 0.1%
0.300242915	14	< 0.1%
0.328582996	13	< 0.1%
0.2896934644	13	< 0.1%
0.30264893	13	< 0.1%
0.2977906304	13	< 0.1%
0.2863389242	13	< 0.1%
0.3305957201	12	< 0.1%
0.3176402545	12	< 0.1%
0.287611336	12	< 0.1%
0.2839791787	12	< 0.1%
0.293302487	12	< 0.1%
0.298021978	12	< 0.1%
0.3253209948	11	< 0.1%
0.303713129	11	< 0.1%
0.3405899364	11	< 0.1%
0.3029959514	11	< 0.1%
0.2639213418	11	< 0.1%
0.2762753036	11	< 0.1%
0.320578369	11	< 0.1%
0.2983921342	11	< 0.1%
0.3024869867	11	< 0.1%
0.277200694	11	< 0.1%
Other values (10366)	31341	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.001388085599	1	< 0.1%
0.001434355119	1	< 0.1%
0.008629265471	1	< 0.1%
0.008837478311	1	< 0.1%
0.009438982071	2	< 0.1%
0.01001735107	1	< 0.1%
0.01045691151	1	< 0.1%
0.01325621747	1	< 0.1%
0.01404279931	2	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9995835743	1	< 0.1%
0.8788201272	1	< 0.1%
0.8339386929	1	< 0.1%
0.8263273569	1	< 0.1%
0.7991440139	1	< 0.1%
0.7908617698	1	< 0.1%
0.787854251	1	< 0.1%
0.7789936379	1	< 0.1%
0.7756390977	1	< 0.1%

official
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	10848
Unique (%)	34.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.35208361312506
Minimum	0.0
Maximum	1.0000000000000002
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.206598586
Q1	0.2721043903
median	0.3303220738
Q3	0.4180850135
95-th percentile	0.5671489046
Maximum	1
Range	1
Interquartile range (IQR)	0.1459806232

Descriptive statistics

Standard deviation	0.1109437003
Coefficient of variation (CV)	0.3151061173
Kurtosis	0.3291582404
Mean	0.3520836131
Median Absolute Deviation (MAD)	0.06914986471
Skewness	0.7517530927
Sum	11142.74219
Variance	0.01230850463

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2573754037	14	< 0.1%
0.3142183818	14	< 0.1%
0.2788033517	14	< 0.1%
0.3401195776	13	< 0.1%
0.270096884	13	< 0.1%
0.3116435367	13	< 0.1%
0.3184297809	12	< 0.1%
0.2747665183	12	< 0.1%
0.2904774374	12	< 0.1%
0.2999258095	12	< 0.1%
0.287924413	12	< 0.1%
0.3337042856	12	< 0.1%
0.3352317361	11	< 0.1%
0.324365017	11	< 0.1%
0.3135637601	11	< 0.1%
0.3342279829	11	< 0.1%
0.2896046085	11	< 0.1%
0.338439382	11	< 0.1%
0.3167277647	11	< 0.1%
0.2623287073	11	< 0.1%
0.2902810509	11	< 0.1%
0.273850048	11	< 0.1%
0.27814873	11	< 0.1%
0.3070175439	11	< 0.1%
0.3089814087	11	< 0.1%
Other values (10823)	31352	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.00137470542	2	< 0.1%
0.008837391987	1	< 0.1%
0.008946495592	1	< 0.1%
0.009208344244	1	< 0.1%
0.009339268569	1	< 0.1%
0.01014663524	1	< 0.1%
0.01043030462	1	< 0.1%
0.0137470542	1	< 0.1%
0.01385615781	2	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.989831544	1	< 0.1%
0.8710831806	1	< 0.1%
0.8319586279	1	< 0.1%
0.8225320765	1	< 0.1%
0.7938378284	1	< 0.1%
0.7835166274	1	< 0.1%
0.7800471328	1	< 0.1%
0.7773195426	1	< 0.1%
0.7750283669	1	< 0.1%

pace
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	702
Unique (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3520001462629808
Minimum	0.0
Maximum	0.9999999999999998
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2069754145
Q1	0.2715837621
median	0.3299028016
Q3	0.4173813608
95-th percentile	0.5671812464
Maximum	1
Range	1
Interquartile range (IQR)	0.1457975986

Descriptive statistics

Standard deviation	0.1108735157
Coefficient of variation (CV)	0.3149814478
Kurtosis	0.3273589478
Mean	0.3520001463
Median Absolute Deviation (MAD)	0.06861063465
Skewness	0.7513709293
Sum	11140.10063
Variance	0.01229293648

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.303030303	162	0.5%
0.2813036021	150	0.5%
0.2973127501	150	0.5%
0.2858776444	149	0.5%
0.2801600915	149	0.5%
0.2995997713	149	0.5%
0.3339050886	148	0.5%
0.3138936535	147	0.5%
0.2710120069	146	0.5%
0.3253287593	145	0.5%
0.3013150372	144	0.5%
0.291023442	143	0.5%
0.3024585477	143	0.5%
0.3116066324	141	0.4%
0.3384791309	140	0.4%
0.2784448256	140	0.4%
0.2984562607	140	0.4%
0.2967409949	140	0.4%
0.2824471126	140	0.4%
0.3081761006	139	0.4%
0.277301315	138	0.4%
0.3367638651	138	0.4%
0.2938822184	137	0.4%
0.2955974843	136	0.4%
0.3058890795	136	0.4%
Other values (677)	28058	88.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.001143510577	2	< 0.1%
0.008576329331	2	< 0.1%
0.009719839909	2	< 0.1%
0.01086335049	2	< 0.1%
0.01372212693	3	< 0.1%
0.0154373928	1	< 0.1%
0.01943967982	2	< 0.1%
0.02687249857	1	< 0.1%
0.03144654088	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9891366495	1	< 0.1%
0.8702115495	1	< 0.1%
0.8313321898	1	< 0.1%
0.8227558605	1	< 0.1%
0.7941680961	1	< 0.1%
0.7833047456	1	< 0.1%
0.7827329903	1	< 0.1%
0.7798742138	1	< 0.1%
0.7741566609	1	< 0.1%

overall
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	31595
Unique (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15834.008657735087
Minimum	1
Maximum	31931
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1530.35
Q1	7879.75
median	15829.5
Q3	23785.25
95-th percentile	30149.65
Maximum	31931
Range	31930
Interquartile range (IQR)	15905.5

Descriptive statistics

Standard deviation	9182.364552
Coefficient of variation (CV)	0.5799140793
Kurtosis	-1.199877423
Mean	15834.00866
Median Absolute Deviation (MAD)	7953
Skewness	0.001798552736
Sum	501114706
Variance	84315818.76

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4	2	< 0.1%
49	2	< 0.1%
6	2	< 0.1%
34	2	< 0.1%
10	2	< 0.1%
2	2	< 0.1%
38	2	< 0.1%
22	2	< 0.1%
14	2	< 0.1%
30	2	< 0.1%
46	2	< 0.1%
25	2	< 0.1%
47	2	< 0.1%
17	2	< 0.1%
41	2	< 0.1%
33	2	< 0.1%
7	2	< 0.1%
1	2	< 0.1%
9	2	< 0.1%
39	2	< 0.1%
31	2	< 0.1%
23	2	< 0.1%
18	2	< 0.1%
42	2	< 0.1%
50	2	< 0.1%
Other values (31570)	31598	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	< 0.1%
2	2	< 0.1%
3	2	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
9	2	< 0.1%
10	2	< 0.1%

Value	Count	Frequency (%)
31931	1	< 0.1%
31930	1	< 0.1%
31929	1	< 0.1%
31926	1	< 0.1%
31925	1	< 0.1%
31917	1	< 0.1%
31909	1	< 0.1%
31907	1	< 0.1%
31906	1	< 0.1%
31903	1	< 0.1%

age
Real number (ℝ_≥0)

Distinct count	64
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.38705873738103264
Minimum	0.0
Maximum	0.9999999999999999
Zeros	33
Zeros (%)	0.1%
Memory size	247.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1111111111
Q1	0.2380952381
median	0.380952381
Q3	0.5079365079
95-th percentile	0.6825396825
Maximum	1
Range	1
Interquartile range (IQR)	0.2698412698

Descriptive statistics

Standard deviation	0.1793616581
Coefficient of variation (CV)	0.4633964842
Kurtosis	-0.56427208
Mean	0.3870587374
Median Absolute Deviation (MAD)	0.126984127
Skewness	0.1670120483
Sum	12249.63492
Variance	0.03217060439

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.4285714286	1191	3.8%
0.4444444444	1149	3.6%
0.3492063492	1075	3.4%
0.4603174603	1053	3.3%
0.380952381	1034	3.3%
0.5079365079	1004	3.2%
0.3650793651	976	3.1%
0.3968253968	961	3.0%
0.4761904762	904	2.9%
0.5238095238	897	2.8%
0.4920634921	878	2.8%
0.4126984127	876	2.8%
0.3333333333	873	2.8%
0.2857142857	873	2.8%
0.2698412698	835	2.6%
0.3015873016	805	2.5%
0.5396825397	798	2.5%
0.3174603175	792	2.5%
0.2222222222	780	2.5%
0.1587301587	759	2.4%
0.1904761905	756	2.4%
0.2063492063	749	2.4%
0.1428571429	733	2.3%
0.1746031746	727	2.3%
0.2380952381	712	2.2%
Other values (39)	9458	29.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	33	0.1%
0.01587301587	41	0.1%
0.03174603175	111	0.4%
0.04761904762	171	0.5%
0.06349206349	275	0.9%
0.07936507937	346	1.1%
0.09523809524	479	1.5%
0.1111111111	555	1.8%
0.126984127	702	2.2%
0.1428571429	733	2.3%

Value	Count	Frequency (%)
1	5	< 0.1%
0.9841269841	3	< 0.1%
0.9682539683	3	< 0.1%
0.9523809524	5	< 0.1%
0.9365079365	6	< 0.1%
0.9206349206	13	< 0.1%
0.9047619048	17	0.1%
0.8888888889	13	< 0.1%
0.873015873	22	0.1%
0.8571428571	31	0.1%

gender
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	247.4 KiB

M	17484
F	14164

Value	Count	Frequency (%)
M	17484	55.2%
F	14164	44.8%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	2
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
M	17484	55.2%
F	14164	44.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	31648	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	17484	55.2%
F	14164	44.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	31648	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
M	17484	55.2%
F	14164	44.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	31648	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
M	17484	55.2%
F	14164	44.8%

genderdiv
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	17490
Unique (%)	55.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8003.025404448938
Minimum	1
Maximum	17575
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	1
5-th percentile	767.35
Q1	3940
median	7919
Q3	11893
95-th percentile	15914.65
Maximum	17575
Range	17574
Interquartile range (IQR)	7953

Descriptive statistics

Standard deviation	4733.295012
Coefficient of variation (CV)	0.591438209
Kurtosis	-1.072844482
Mean	8003.025404
Median Absolute Deviation (MAD)	3976.5
Skewness	0.09915551468
Sum	253279748
Variance	22404081.67

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	4	< 0.1%
4	4	< 0.1%
2	4	< 0.1%
7	4	< 0.1%
3	4	< 0.1%
8	4	< 0.1%
9	4	< 0.1%
10	4	< 0.1%
6	4	< 0.1%
11	4	< 0.1%
1	4	< 0.1%
31	3	< 0.1%
23	3	< 0.1%
35	3	< 0.1%
28	3	< 0.1%
29	3	< 0.1%
26	3	< 0.1%
19	3	< 0.1%
41	3	< 0.1%
39	3	< 0.1%
33	3	< 0.1%
14	3	< 0.1%
17	3	< 0.1%
38	3	< 0.1%
30	3	< 0.1%
Other values (17465)	31562	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	4	< 0.1%
2	4	< 0.1%
3	4	< 0.1%
4	4	< 0.1%
5	4	< 0.1%
6	4	< 0.1%
7	4	< 0.1%
8	4	< 0.1%
9	4	< 0.1%
10	4	< 0.1%

Value	Count	Frequency (%)
17575	1	< 0.1%
17574	1	< 0.1%
17573	1	< 0.1%
17571	1	< 0.1%
17562	1	< 0.1%
17561	1	< 0.1%
17558	1	< 0.1%
17555	1	< 0.1%
17554	1	< 0.1%
17553	1	< 0.1%

division
Real number (ℝ_≥0)

Distinct count	6921
Unique (%)	21.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1922.8003665318504
Minimum	1
Maximum	6979
Zeros	0
Zeros (%)	0.0%
Memory size	247.4 KiB

Quantile statistics

Minimum	1
5-th percentile	98
Q1	607
median	1418
Q3	2601
95-th percentile	5613.65
Maximum	6979
Range	6978
Interquartile range (IQR)	1994

Descriptive statistics

Standard deviation	1704.844465
Coefficient of variation (CV)	0.8866466301
Kurtosis	0.3354066435
Mean	1922.800367
Median Absolute Deviation (MAD)	917
Skewness	1.113716829
Sum	60852786
Variance	2906494.651

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	23	0.1%
3	22	0.1%
2	22	0.1%
8	20	0.1%
5	20	0.1%
7	20	0.1%
4	20	0.1%
9	19	0.1%
11	19	0.1%
10	19	0.1%
6	19	0.1%
19	18	0.1%
14	18	0.1%
15	18	0.1%
18	18	0.1%
13	18	0.1%
17	18	0.1%
23	17	0.1%
24	17	0.1%
31	17	0.1%
39	17	0.1%
12	17	0.1%
38	17	0.1%
22	17	0.1%
27	17	0.1%
Other values (6896)	31181	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	23	0.1%
2	22	0.1%
3	22	0.1%
4	20	0.1%
5	20	0.1%
6	19	0.1%
7	20	0.1%
8	20	0.1%
9	19	0.1%
10	19	0.1%

Value	Count	Frequency (%)
6979	1	< 0.1%
6977	1	< 0.1%
6969	1	< 0.1%
6968	1	< 0.1%
6962	1	< 0.1%
6960	1	< 0.1%
6953	1	< 0.1%
6952	1	< 0.1%
6951	1	< 0.1%
6950	1	< 0.1%

country
Categorical

HIGH CARDINALITY

Distinct count	78
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	247.4 KiB

USA	26939
CAN	2164
GBR	341
ITA	209
MEX	202
Other values (73)	1793

Value	Count	Frequency (%)
USA	26939	85.1%
CAN	2164	6.8%
GBR	341	1.1%
ITA	209	0.7%
MEX	202	0.6%
GER	180	0.6%
JPN	172	0.5%
AUS	123	0.4%
IRL	116	0.4%
FRA	113	0.4%
ESP	87	0.3%
BRA	85	0.3%
SWE	66	0.2%
SUI	62	0.2%
KOR	60	0.2%
NED	54	0.2%
HKG	53	0.2%
DEN	49	0.2%
CHN	42	0.1%
COL	40	0.1%
CHI	29	0.1%
FIN	28	0.1%
ISL	27	0.1%
BEL	27	0.1%
SIN	23	0.1%
Other values (53)	357	1.1%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	26
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
A	29739	31.3%
S	27390	28.8%
U	27216	28.7%
N	2616	2.8%
C	2316	2.4%
R	1048	1.1%
E	782	0.8%
G	615	0.6%
I	515	0.5%
B	477	0.5%
P	315	0.3%
T	265	0.3%
L	258	0.3%
M	210	0.2%
X	206	0.2%
J	172	0.2%
O	161	0.2%
H	141	0.1%
F	141	0.1%
K	132	0.1%
D	112	0.1%
W	66	0.1%
V	24	< 0.1%
Z	22	< 0.1%
Y	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	94944	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	29739	31.3%
S	27390	28.8%
U	27216	28.7%
N	2616	2.8%
C	2316	2.4%
R	1048	1.1%
E	782	0.8%
G	615	0.6%
I	515	0.5%
B	477	0.5%
P	315	0.3%
T	265	0.3%
L	258	0.3%
M	210	0.2%
X	206	0.2%
J	172	0.2%
O	161	0.2%
H	141	0.1%
F	141	0.1%
K	132	0.1%
D	112	0.1%
W	66	0.1%
V	24	< 0.1%
Z	22	< 0.1%
Y	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	94944	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
A	29739	31.3%
S	27390	28.8%
U	27216	28.7%
N	2616	2.8%
C	2316	2.4%
R	1048	1.1%
E	782	0.8%
G	615	0.6%
I	515	0.5%
B	477	0.5%
P	315	0.3%
T	265	0.3%
L	258	0.3%
M	210	0.2%
X	206	0.2%
J	172	0.2%
O	161	0.2%
H	141	0.1%
F	141	0.1%
K	132	0.1%
D	112	0.1%
W	66	0.1%
V	24	< 0.1%
Z	22	< 0.1%
Y	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	94944	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
A	29739	31.3%
S	27390	28.8%
U	27216	28.7%
N	2616	2.8%
C	2316	2.4%
R	1048	1.1%
E	782	0.8%
G	615	0.6%
I	515	0.5%
B	477	0.5%
P	315	0.3%
T	265	0.3%
L	258	0.3%
M	210	0.2%
X	206	0.2%
J	172	0.2%
O	161	0.2%
H	141	0.1%
F	141	0.1%
K	132	0.1%
D	112	0.1%
W	66	0.1%
V	24	< 0.1%
Z	22	< 0.1%
Y	3	< 0.1%

state
Categorical

HIGH CARDINALITY

Distinct count	69
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	247.4 KiB

MA	7427
others	2545
CA	2302
NY	1537
ON	1045
Other values (64)	16792

Value	Count	Frequency (%)
MA	7427	23.5%
others	2545	8.0%
CA	2302	7.3%
NY	1537	4.9%
ON	1045	3.3%
PA	997	3.2%
TX	988	3.1%
IL	911	2.9%
OH	754	2.4%
FL	745	2.4%
VA	709	2.2%
MI	689	2.2%
NC	617	1.9%
WA	595	1.9%
CO	576	1.8%
NJ	564	1.8%
MN	554	1.8%
MD	522	1.6%
NH	521	1.6%
CT	520	1.6%
GA	441	1.4%
UT	429	1.4%
WI	429	1.4%
QC	418	1.3%
OR	405	1.3%
Other values (44)	4408	13.9%

Length

Max length	6
Median length	2
Mean length	2.321663296
Min length	2

Overview of Unicode Properties

Unique unicode characters	32
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
A	13433	18.3%
M	9921	13.5%
N	5865	8.0%
C	5023	6.8%
O	3125	4.3%
I	2874	3.9%
o	2545	3.5%
t	2545	3.5%
h	2545	3.5%
e	2545	3.5%
r	2545	3.5%
s	2545	3.5%
T	2406	3.3%
L	1854	2.5%
Y	1708	2.3%
H	1323	1.8%
W	1102	1.5%
P	1038	1.4%
V	993	1.4%
X	988	1.3%
D	974	1.3%
F	745	1.0%
R	702	1.0%
J	564	0.8%
S	539	0.7%
Other values (7)	3029	4.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	58206	79.2%
Lowercase Letter	15270	20.8%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	2545	16.7%
t	2545	16.7%
h	2545	16.7%
e	2545	16.7%
r	2545	16.7%
s	2545	16.7%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	13433	23.1%
M	9921	17.0%
N	5865	10.1%
C	5023	8.6%
O	3125	5.4%
I	2874	4.9%
T	2406	4.1%
L	1854	3.2%
Y	1708	2.9%
H	1323	2.3%
W	1102	1.9%
P	1038	1.8%
V	993	1.7%
X	988	1.7%
D	974	1.7%
F	745	1.3%
R	702	1.2%
J	564	1.0%
S	539	0.9%
B	513	0.9%
K	458	0.8%
E	452	0.8%
G	442	0.8%
U	430	0.7%
Q	418	0.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	73476	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
A	13433	18.3%
M	9921	13.5%
N	5865	8.0%
C	5023	6.8%
O	3125	4.3%
I	2874	3.9%
o	2545	3.5%
t	2545	3.5%
h	2545	3.5%
e	2545	3.5%
r	2545	3.5%
s	2545	3.5%
T	2406	3.3%
L	1854	2.5%
Y	1708	2.3%
H	1323	1.8%
W	1102	1.5%
P	1038	1.4%
V	993	1.4%
X	988	1.3%
D	974	1.3%
F	745	1.0%
R	702	1.0%
J	564	0.8%
S	539	0.7%
Other values (7)	3029	4.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	73476	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
A	13433	18.3%
M	9921	13.5%
N	5865	8.0%
C	5023	6.8%
O	3125	4.3%
I	2874	3.9%
o	2545	3.5%
t	2545	3.5%
h	2545	3.5%
e	2545	3.5%
r	2545	3.5%
s	2545	3.5%
T	2406	3.3%
L	1854	2.5%
Y	1708	2.3%
H	1323	1.8%
W	1102	1.5%
P	1038	1.4%
V	993	1.4%
X	988	1.3%
D	974	1.3%
F	745	1.0%
R	702	1.0%
J	564	0.8%
S	539	0.7%
Other values (7)	3029	4.1%

city
Categorical

HIGH CARDINALITY

Distinct count	5905
Unique (%)	18.7%
Missing	0
Missing (%)	0.0%
Memory size	247.4 KiB

Boston	1018
New York	497
Chicago	312
Cambridge	306
Toronto	239
Other values (5900)	29276

Value	Count	Frequency (%)
Boston	1018	3.2%
New York	497	1.6%
Chicago	312	1.0%
Cambridge	306	1.0%
Toronto	239	0.8%
Somerville	239	0.8%
Brookline	219	0.7%
Washington	210	0.7%
Newton	195	0.6%
San Francisco	192	0.6%
Austin	191	0.6%
Portland	191	0.6%
Arlington	184	0.6%
San Diego	180	0.6%
Seattle	149	0.5%
Charlestown	148	0.5%
Brighton	148	0.5%
Houston	138	0.4%
London	134	0.4%
Medford	132	0.4%
Brooklyn	131	0.4%
Ottawa	130	0.4%
Quincy	130	0.4%
South Boston	129	0.4%
Atlanta	121	0.4%
Other values (5880)	25985	82.1%

Length

Max length	35
Median length	8
Mean length	8.799892568
Min length	2

Overview of Unicode Properties

Unique unicode characters	75
Unique unicode categories (?)	8
Unique unicode scripts (?)	2
Unique unicode blocks (?)	2

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	24669	8.9%
e	24331	8.7%
a	22649	8.1%
n	21545	7.7%
r	17253	6.2%
l	16837	6.0%
t	16346	5.9%
i	16194	5.8%
s	11549	4.1%
	7910	2.8%
d	7355	2.6%
h	7279	2.6%
u	6302	2.3%
g	5442	2.0%
c	4988	1.8%
m	4558	1.6%
S	4255	1.5%
B	4197	1.5%
C	3900	1.4%
k	3863	1.4%
y	3687	1.3%
w	3341	1.2%
v	3170	1.1%
b	3083	1.1%
M	2810	1.0%
Other values (50)	30986	11.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	229980	82.6%
Uppercase Letter	39787	14.3%
Space Separator	7910	2.8%
Other Punctuation	460	0.2%
Dash Punctuation	267	0.1%
Open Punctuation	37	< 0.1%
Close Punctuation	37	< 0.1%
Decimal Number	21	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
S	4255	10.7%
B	4197	10.5%
C	3900	9.8%
M	2810	7.1%
W	2488	6.3%
P	2264	5.7%
A	2226	5.6%
N	2180	5.5%
L	2172	5.5%
H	1995	5.0%
R	1535	3.9%
D	1523	3.8%
F	1280	3.2%
G	1197	3.0%
T	1094	2.7%
O	863	2.2%
E	764	1.9%
V	638	1.6%
Y	637	1.6%
K	546	1.4%
J	505	1.3%
I	342	0.9%
Q	212	0.5%
U	126	0.3%
Z	35	0.1%
Other values (2)	3	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	24669	10.7%
e	24331	10.6%
a	22649	9.8%
n	21545	9.4%
r	17253	7.5%
l	16837	7.3%
t	16346	7.1%
i	16194	7.0%
s	11549	5.0%
d	7355	3.2%
h	7279	3.2%
u	6302	2.7%
g	5442	2.4%
c	4988	2.2%
m	4558	2.0%
k	3863	1.7%
y	3687	1.6%
w	3341	1.5%
v	3170	1.4%
b	3083	1.3%
p	2405	1.0%
f	1753	0.8%
x	794	0.3%
z	261	0.1%
q	185	0.1%
Other values (7)	141	0.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	7910	100.0%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	267	100.0%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	37	100.0%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	37	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	285	62.0%
,	122	26.5%
'	48	10.4%
/	5	1.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	5	23.8%
0	4	19.0%
2	3	14.3%
8	3	14.3%
6	2	9.5%
3	2	9.5%
9	1	4.8%
4	1	4.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	269767	96.9%
Common	8732	3.1%

Most frequent Latin characters

Value	Count	Frequency (%)
o	24669	9.1%
e	24331	9.0%
a	22649	8.4%
n	21545	8.0%
r	17253	6.4%
l	16837	6.2%
t	16346	6.1%
i	16194	6.0%
s	11549	4.3%
d	7355	2.7%
h	7279	2.7%
u	6302	2.3%
g	5442	2.0%
c	4988	1.8%
m	4558	1.7%
S	4255	1.6%
B	4197	1.6%
C	3900	1.4%
k	3863	1.4%
y	3687	1.4%
w	3341	1.2%
v	3170	1.2%
b	3083	1.1%
M	2810	1.0%
W	2488	0.9%
Other values (34)	27676	10.3%

Most frequent Common characters

Value	Count	Frequency (%)
	7910	90.6%
.	285	3.3%
-	267	3.1%
,	122	1.4%
'	48	0.5%
(	37	0.4%
)	37	0.4%
/	5	0.1%
1	5	0.1%
0	4	< 0.1%
2	3	< 0.1%
8	3	< 0.1%
6	2	< 0.1%
3	2	< 0.1%
9	1	< 0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	278488	> 99.9%
None	11	< 0.1%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	24669	8.9%
e	24331	8.7%
a	22649	8.1%
n	21545	7.7%
r	17253	6.2%
l	16837	6.0%
t	16346	5.9%
i	16194	5.8%
s	11549	4.1%
	7910	2.8%
d	7355	2.6%
h	7279	2.6%
u	6302	2.3%
g	5442	2.0%
c	4988	1.8%
m	4558	1.6%
S	4255	1.5%
B	4197	1.5%
C	3900	1.4%
k	3863	1.4%
y	3687	1.3%
w	3341	1.2%
v	3170	1.1%
b	3083	1.1%
M	2810	1.0%
Other values (43)	30975	11.1%

Most frequent None characters

Value	Count	Frequency (%)
ö	2	18.2%
á	2	18.2%
í	2	18.2%
ã	2	18.2%
â	1	9.1%
Ø	1	9.1%
ø	1	9.1%

bib
Categorical

UNIQUE

Distinct count	31648
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	247.4 KiB

10751	1
35698	1
23242	1
29215	1
14477	1
Other values (31643)	31643

Value	Count	Frequency (%)
10751	1	< 0.1%
35698	1	< 0.1%
23242	1	< 0.1%
29215	1	< 0.1%
14477	1	< 0.1%
29501	1	< 0.1%
5242	1	< 0.1%
24774	1	< 0.1%
6419	1	< 0.1%
27467	1	< 0.1%
33671	1	< 0.1%
16789	1	< 0.1%
33670	1	< 0.1%
5487	1	< 0.1%
22908	1	< 0.1%
34324	1	< 0.1%
10940	1	< 0.1%
20627	1	< 0.1%
30740	1	< 0.1%
7776	1	< 0.1%
31916	1	< 0.1%
1133	1	< 0.1%
9516	1	< 0.1%
12598	1	< 0.1%
32484	1	< 0.1%
Other values (31623)	31623	99.9%

Length

Max length	5
Median length	5
Mean length	4.693914307
Min length	1

Overview of Unicode Properties

Unique unicode characters	12
Unique unicode categories (?)	2
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
2	22055	14.8%
1	21713	14.6%
3	18289	12.3%
4	13014	8.8%
5	12911	8.7%
7	12197	8.2%
6	12156	8.2%
0	12133	8.2%
8	12095	8.1%
9	11889	8.0%
W	53	< 0.1%
F	48	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	148452	99.9%
Uppercase Letter	101	0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
W	53	52.5%
F	48	47.5%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	22055	14.9%
1	21713	14.6%
3	18289	12.3%
4	13014	8.8%
5	12911	8.7%
7	12197	8.2%
6	12156	8.2%
0	12133	8.2%
8	12095	8.1%
9	11889	8.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	148452	99.9%
Latin	101	0.1%

Most frequent Latin characters

Value	Count	Frequency (%)
W	53	52.5%
F	48	47.5%

Most frequent Common characters

Value	Count	Frequency (%)
2	22055	14.9%
1	21713	14.6%
3	18289	12.3%
4	13014	8.8%
5	12911	8.7%
7	12197	8.2%
6	12156	8.2%
0	12133	8.2%
8	12095	8.1%
9	11889	8.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	148553	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
2	22055	14.8%
1	21713	14.6%
3	18289	12.3%
4	13014	8.8%
5	12911	8.7%
7	12197	8.2%
6	12156	8.2%
0	12133	8.2%
8	12095	8.1%
9	11889	8.0%
W	53	< 0.1%
F	48	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	5k	10k	20k	half	25k	30k	35k	40k	official	pace	overall	age	gender	genderdiv	division	country	state	city	bib
0	0.003409	0.007832	0.008234	0.008508	0.007689	0.008533	0.010421	0.010017	0.010147	0.010863	8	0.460317	M	8	8	JPN	others	Fukuoka	W1
1	0.106944	0.166667	0.157928	0.158276	0.150604	0.134029	0.128172	0.129555	0.127324	0.126930	21	0.238095	F	1	1	KEN	others	Eldoret	F1
2	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	1	0.365079	M	1	1	RSA	others	Paarl	W2
3	0.106692	0.166562	0.157928	0.158276	0.150604	0.134029	0.128172	0.131521	0.130881	0.130932	27	0.095238	F	3	3	ETH	others	Shoa	F2
4	0.003409	0.005221	0.002550	0.002870	0.002344	0.001813	0.001074	0.001434	0.001375	0.001144	2	0.349206	M	2	2	JPN	others	Nogata Fukuoka	W3
5	0.106944	0.166667	0.157928	0.158276	0.150687	0.134029	0.128172	0.131521	0.131099	0.130932	28	0.174603	F	4	4	KEN	others	Nandi	F3
6	0.007955	0.010756	0.008234	0.008508	0.007689	0.006720	0.007358	0.008629	0.008837	0.008576	4	0.158730	M	4	4	SUI	others	Neuenkirch	W4
7	0.093687	0.144737	0.135564	0.135018	0.128073	0.112743	0.104868	0.108039	0.107423	0.108062	5	0.174603	M	5	5	ETH	others	Addis Ababa	5
8	0.003157	0.005221	0.002656	0.002870	0.002344	0.001813	0.001074	0.001388	0.001375	0.001144	3	0.396825	M	3	3	JPN	others	Isahaya	W6
9	0.093434	0.144737	0.136414	0.136931	0.131075	0.119807	0.117436	0.124303	0.124880	0.125214	20	0.206349	M	20	20	USA	CA	Redding	6

Last rows

	5k	10k	20k	half	25k	30k	35k	40k	official	pace	overall	age	gender	genderdiv	division	country	state	city	bib
31638	0.316288	0.538429	0.583373	0.586337	0.586013	0.540368	0.533319	0.552527	0.548202	0.548313	29638	0.206349	M	16541	5604	USA	MA	Dorchester	35901
31639	0.332955	0.552527	0.576627	0.578886	0.595140	0.566468	0.578356	0.602707	0.601379	0.601487	30827	0.603175	M	17092	1725	USA	MA	Reading	35902
31640	0.301136	0.494256	0.490465	0.490687	0.476729	0.450098	0.426226	0.460197	0.454417	0.454545	25975	0.238095	M	14730	4993	USA	MA	Hyde Park	35905
31641	0.278662	0.487782	0.501195	0.498137	0.491736	0.475354	0.469299	0.487033	0.485140	0.485420	27490	0.301587	M	15472	5217	USA	MA	Boston	35906
31642	0.370581	0.627924	0.678247	0.681736	0.675397	0.628731	0.623576	0.638704	0.640700	0.640366	31296	0.412698	M	17288	2598	USA	MA	Wayland	35907
31643	0.232071	0.356099	0.337052	0.336035	0.321602	0.288188	0.281428	0.287149	0.286179	0.285878	9849	0.222222	M	7500	3414	USA	CA	Larkspur	35908
31644	0.294444	0.466374	0.490146	0.492449	0.490174	0.459413	0.464193	0.484372	0.484245	0.484277	27456	0.253968	M	15459	5212	USA	MA	Norwell	35909
31645	0.257955	0.442565	0.463373	0.465868	0.457281	0.425718	0.424707	0.440023	0.439469	0.439680	25092	0.047619	F	10788	5231	USA	CT	West Simsbury	35910
31646	0.293308	0.492168	0.498274	0.498389	0.501686	0.472197	0.470687	0.485298	0.484704	0.484277	27476	0.317460	F	12009	5800	USA	MA	North Andover	35911
31647	0.242045	0.386487	0.382098	0.383105	0.366828	0.329385	0.320128	0.324766	0.322292	0.322470	14844	0.571429	M	9771	1396	USA	PA	Lancaster	35912

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most frequent Dash Punctuation characters

Most frequent Open Punctuation characters

Most frequent Close Punctuation characters

Most frequent Other Punctuation characters

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most frequent None characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows